Model comparison

Llama 2-13B vs Mixtral 8x7B

Llama 2-13B is the stronger model overall, scoring 29.6 to 27.1 on the Noometry Index.

Last verified . 27 shared benchmarks.

Llama 2-13B Meta

29.6

Rank #309 Confirmed

Mixtral 8x7B Mistral AI

27.1

Rank #334 Confirmed

Summary

  • They share 27 benchmarks with published results for both. Llama 2-13B scores higher in 3 categories and Mixtral 8x7B in 5 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Llama 2-13B leads 28.1 to 11.0.
  • The biggest single-benchmark swing is DTBench: 42.2% for Llama 2-13B and 49.6% for Mixtral 8x7B.

Side by side

Llama 2-13B and Mixtral 8x7B specifications
Llama 2-13BMixtral 8x7B
ProviderMetaMistral AI
Noometry Index29.627.1
Released2023-07-182023-12-11
WeightsOpenOpen
Context window—32K
Max output—32K
Input $ / M tokens—$0.70
Output $ / M tokens—$0.70
Results tracked3238

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Category by category

Coding Mixtral 8x7B leads

Llama 2-13B: 30.9 (#291), Mixtral 8x7B: 32.8 (#269)

Coding benchmarks
BenchmarkLlama 2-13BMixtral 8x7B
LMArena Coding10621126
HumanEval+—39.6%
MBPP+—49.7%

Reasoning Mixtral 8x7B leads

Llama 2-13B: 12.8 (#337), Mixtral 8x7B: 18.2 (#285)

Reasoning benchmarks
BenchmarkLlama 2-13BMixtral 8x7B
LMArena Hard Prompts10511115
DTBench42.2%49.6%
Epoch Capabilities Index106.17118.47
HellaSwag80.7%86.7%
PIQA80.8%83.6%
WinoGrande72.8%77.2%
Chess Puzzles0%—
Adversarial NLI—55.2%
BIG-Bench Hard58.2%—
ForecastBench—56.3
LAMBADA76.5%—

Math Llama 2-13B leads

Llama 2-13B: 31.1 (#229), Mixtral 8x7B: 18.8 (#289)

Math benchmarks
BenchmarkLlama 2-13BMixtral 8x7B
LMArena Math10651147
GSM8K36.9%74.4%
Omni-MATH—10.5%
MATH Level 5—10%

Knowledge Llama 2-13B leads

Llama 2-13B: 28.1 (#249), Mixtral 8x7B: 11.0 (#301)

Knowledge benchmarks
BenchmarkLlama 2-13BMixtral 8x7B
LMArena Expert10301088
ARC (AI2) Challenge60.3%87.3%
MMLU55.6%70.6%
OpenBookQA57%85.8%
TriviaQA79.6%82.2%
GPQA Diamond—30.6%
MMLU-Pro—33.5%
GPQA (HELM)—29.6%
BoolQ82.4%—

Multimodal Not comparable

Llama 2-13B: —, Mixtral 8x7B: —

Multimodal benchmarks
BenchmarkLlama 2-13BMixtral 8x7B
ScienceQA55.8%—

Multilingual Mixtral 8x7B leads

Llama 2-13B: 26.5 (#279), Mixtral 8x7B: 29.6 (#266)

Multilingual benchmarks
BenchmarkLlama 2-13BMixtral 8x7B
LMArena Non-English10241077
LMArena Chinese10011055
LMArena French10441166
LMArena German10091114
LMArena Japanese894931
LMArena Korean953968
LMArena Russian10551090
LMArena Spanish10871111

Instruction Following Llama 2-13B leads

Llama 2-13B: 53.3 (#287), Mixtral 8x7B: 51.0 (#297)

Instruction Following benchmarks
BenchmarkLlama 2-13BMixtral 8x7B
LMArena Instruction Following10451109
IFEval—57.5%

Long Context Mixtral 8x7B leads

Llama 2-13B: 32.3 (#269), Mixtral 8x7B: 33.4 (#260)

Long Context benchmarks
BenchmarkLlama 2-13BMixtral 8x7B
LMArena Longer Query10641103

Writing & Preference Mixtral 8x7B leads

Llama 2-13B: 29.8 (#289), Mixtral 8x7B: 34.2 (#270)

Writing & Preference benchmarks
BenchmarkLlama 2-13BMixtral 8x7B
LMArena Text10841132
LMArena Creative Writing10471109
LMArena Multi-Turn10501115
WildBench—67.3%

Frequently asked questions

Is Llama 2-13B better than Mixtral 8x7B?

Llama 2-13B is the stronger model overall, scoring 29.6 to 27.1 on the Noometry Index.

Is Llama 2-13B or Mixtral 8x7B better for coding?

Mixtral 8x7B scores higher on coding benchmarks: 32.8 versus 30.9 in the Noometry coding category.

How many benchmarks do Llama 2-13B and Mixtral 8x7B share?

27 benchmarks have published results for both models. Llama 2-13B has 32 scored results on Noometry and Mixtral 8x7B has 38.

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